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Table 3 The output of stepwise selection, forward selection, and backward selection methods

From: Application of machine learning algorithms and feature selection in rapeseedĀ (Brassica napus L.) breeding for seed yield

Method

Most efficient subset

R2

RMSE

MAE

Stepwise Selection

PP, FPH, DPM

0.810

0.288

0.224

Forward Selection

PP, PH, DPM

0.816

0.281

0.219

Backward Selection

PP, FPH, DPM

0.808

0.291

0.227

  1. PP: pods per plant, FPH first pod height from the ground, DPM days to physiological maturity, PH plant height, R2 determination coefficient, RMSE root mean square error, MAE mean absolute error